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Real-Time Semantic Segmentation

34 papers with code · Computer Vision

Real-time semantic segmentation is the task of achieving computationally efficient semantic segmentation (while maintaining a base level of accuracy).

( Image credit: TorchSeg )

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Latest papers with code

FasterSeg: Searching for Faster Real-time Semantic Segmentation

ICLR 2020 TAMU-VITA/FasterSeg

We present FasterSeg, an automatically designed semantic segmentation network with not only state-of-the-art performance but also faster speed than current methods.

NEURAL ARCHITECTURE SEARCH REAL-TIME SEMANTIC SEGMENTATION

180
01 Jan 2020

FasterSeg: Searching for Faster Real-time Semantic Segmentation

23 Dec 2019TAMU-VITA/FasterSeg

We present FasterSeg, an automatically designed semantic segmentation network with not only state-of-the-art performance but also faster speed than current methods.

NEURAL ARCHITECTURE SEARCH REAL-TIME SEMANTIC SEGMENTATION

180
23 Dec 2019

RITnet: Real-time Semantic Segmentation of the Eye for Gaze Tracking

1 Oct 2019AayushKrChaudhary/RITnet

Accurate eye segmentation can improve eye-gaze estimation and support interactive computing based on visual attention; however, existing eye segmentation methods suffer from issues such as person-dependent accuracy, lack of robustness, and an inability to be run in real-time.

EYE TRACKING GAZE ESTIMATION REAL-TIME SEMANTIC SEGMENTATION

2
01 Oct 2019

HarDNet: A Low Memory Traffic Network

ICCV 2019 osmr/imgclsmob

We propose a Harmonic Densely Connected Network to achieve high efficiency in terms of both low MACs and memory traffic.

REAL-TIME OBJECT DETECTION REAL-TIME SEMANTIC SEGMENTATION

1,140
03 Sep 2019

DABNet: Depth-wise Asymmetric Bottleneck for Real-time Semantic Segmentation

26 Jul 2019Reagan1311/DABNet

As a pixel-level prediction task, semantic segmentation needs large computational cost with enormous parameters to obtain high performance.

REAL-TIME SEMANTIC SEGMENTATION

74
26 Jul 2019

DiCENet: Dimension-wise Convolutions for Efficient Networks

8 Jun 2019sacmehta/EdgeNets

We introduce a novel and generic convolutional unit, DiCE unit, that is built using dimension-wise convolutions and dimension-wise fusion.

IMAGE CLASSIFICATION NEURAL ARCHITECTURE SEARCH REAL-TIME OBJECT DETECTION REAL-TIME SEMANTIC SEGMENTATION

209
08 Jun 2019

In Defense of Pre-Trained ImageNet Architectures for Real-Time Semantic Segmentation of Road-Driving Images

CVPR 2019 orsic/swiftnet

Recent success of semantic segmentation approaches on demanding road driving datasets has spurred interest in many related application fields.

REAL-TIME SEMANTIC SEGMENTATION

143
01 Jun 2019
336
07 May 2019

DFANet: Deep Feature Aggregation for Real-Time Semantic Segmentation

CVPR 2019 huaifeng1993/DFANet

This paper introduces an extremely efficient CNN architecture named DFANet for semantic segmentation under resource constraints.

REAL-TIME SEMANTIC SEGMENTATION

141
03 Apr 2019

MAVNet: an Effective Semantic Segmentation Micro-Network for MAV-based Tasks

3 Apr 2019tynguyen/MAVNet

Real-time semantic image segmentation on platforms subject to size, weight and power (SWaP) constraints is a key area of interest for air surveillance and inspection.

REAL-TIME SEMANTIC SEGMENTATION VISUAL ODOMETRY

4
03 Apr 2019